See it work / problem, and what it does

The week you have, and what this does about it.

Everything below runs today inside the Law Offices of Allison B. Margolin, PLC in Beverly Hills, on real deadlines including a federal trial, since concluded. That is the floor, not the product: the product is the same method, pointed at your practice. On a PI file the same read would be the deposition against the medical records; on a family file, the disclosure against the bank statements. I study how your firm already works and build each piece around it. You stay the lawyer: your own attorney reviews and signs every deliverable. The four problems below are the worked example, drawn from that practice; case names are synthetic so no one is exposed.

01
The problem

It is Friday. A three-hundred-page discovery production just landed. You have a prelim in twelve days, a motion you have not started, and three deadlines you are carrying in your head. You could hand the dump to someone. You would still have to read all of it yourself.

Pipeline 01 · discovery
Discovery audit
5 agentsProduction readeragentdiscoveryProduction readerReads every page and body-cam file, text-extracted, OCR'd, or transcribed with timestamps.outputs a fact ledger, each fact tagged to its source→Cross-referenceragentanalysisCross-referencerChecks each source against the others and flags where they contradict.outputs contradictions surfaced, both sources cited→Impact rankeragentanalysisImpact rankerOrders findings by how much they move the case, not by page order.outputs findings ordered, strongest first→Motion drafteragentmotionsMotion drafterTurns the strongest finding into the motion it sets up, in your voice.outputs a filing-ready draft→Demand drafteragentdiscoveryDemand drafterDrafts the letter for what the DA did not produce.outputs a demand letter, ready to send
What it does

The discovery audit reads every page and body-camera file, cross-references them, and returns findings ranked by impact, constitutional issues flagged, gaps named, a draft of the motion it sets up in your voice, and a draft demand letter to the DA. A day of paralegal work comes back for your review, every citation verified live against the public record.

exhibitDA-000116 · p.5 ¶4
Arrest report · p.5 ¶4DA-000116
Based on the alert and my training and experience, I then conducted a search of the passenger compartment and located a compartment containing suspected narcotics.
BWC_VANCE_0314.mp4
BWC + dispatch timeline02:11:07 → 02:14:22
02:11:07console search begins · BWC 09:20
02:12:44"sort out the PC later" · BWC 10:57
02:14:22K-9 unit arrives · CAD #011
3 minbefore the dog arrived. The PC was written after the fact.
▶ Watch it run, step by step Read the finished audit and the motion it sets up →
Synthetic case (People v. M. Ellison). Real pipeline, real output.
02
The problem

A suppression motion is a week you do not have. Pull the record, find the cases that actually control, draft it to the court's exact format, check every cite, and do most of it at night after court.

Pipeline 02 · motions
Motion pipeline
5 agentsStrategy gateagentstrategyStrategy gateNothing drafts a word until you approve the theory of the motion.outputs your approved theory, on the record→Format drafteragentmotionsFormat drafterWrites to your court's exact pleading format and your templates.outputs a draft in your court's format→Exhibit pinneragentverificationExhibit pinnerTies each factual claim to a specific exhibit and page.outputs every claim tied to an exhibit→Citation verifieragentverificationCitation verifierPulls and checks every citation against the public record.outputs each authority confirmed or flagged→Pre-delivery gateagentverificationPre-delivery gateHands off to the six-reviewer gate before anything reaches you.outputs a checked draft, defects caught
What it does

The motion pipeline builds it in order, the way you would. Your theory first: nothing drafts until you greenlight the strategy. Then it drafts to your court's format, ties every factual claim to an exhibit, verifies every citation live in California Style Manual, and routes the draft through the same six-reviewer gate before it reaches you. You edit and sign. You never start from a blank page.

motion pipeline · from audit to filing-ready
The same audit that timed the search became a filing-ready motion to suppress, the K-9 timeline as its spine, every fact pinned to a page.
On People v. M. Ellison, Penal Code 1538.5, built on the search-before-alert record from the audit above, with each recital reconciled to the charging document before it was called done.
▶ Read the motion it builds How a matter moves through the pipeline →
Synthetic case (People v. M. Ellison). Real pipeline, real output.
03
The problem

Your deepest fear is not that the work is slow. It is that something finished, confident, and wrong goes out with your name on it, and a judge or a client finds the mistake before you do.

Pipeline 03 · verification
Pre-delivery gate
6 reviewersBlind reviewersagentverificationBlind reviewersSix reviewers, each reading with no memory of how the draft was written.outputs six independent reads→Factual-recital checkeragentverificationFactual-recital checkerReads the charging document the drafters never opened; every charge, count, enhancement, and date checked back to source.outputs every recital matched to source→Gate decisionagentverificationGate decisionA blank section or stray placeholder stops delivery. It does not pass.outputs pass, or blocked with the defect named
What it does

Before anything reaches you, a six-reviewer gate checks the draft against the record, each reviewer blind to how it was written. Five of the six can still pass a document that is uniformly wrong: they only ever read the draft. The sixth reads the charging document the drafters never opened, and reconciles every charge, count, enhancement, and date back to source. You are the last line, and by the time a filing reaches you the cheap mistakes are already gone.

pre-delivery gate · a real catch
A felony filing, marked finished and ready, carried four defects no internal check would surface, because an internal check only compares the draft to itself.
On a matter we call Meridian, the gate read the source the drafter never did and caught all four:
blank declaration enhancement mis-scoped to all counts wrong incident date displaced service email
See how the gate is tested against real filings →
A real catch. The matter is disguised as "Meridian" and no client details are shown; the four defects are the real ones.
04
The problem

Then there is the case that is bigger than your whole practice: a federal trial, an expert to cross, an opening that has to be bulletproof, and no army to prepare it.

Pipeline 04 · trial
Trial tier
bespokeRed-teamagenttrialRed-teamAttacks your own opening from the prosecution's side.outputs the holes in your opening, before the jury sees them→Cross builderagenttrialCross builderAssembles cross-examination binders by script.outputs a cross binder per witness→Promises ledgeragenttrialPromises ledgerTracks every promise to the jury against the evidence for it.outputs every promise matched to its proof→Testify memoagenttrialTestify memoWalks the client through the cross that decides whether they take the stand.outputs a recommendation, a condition, a fallback
What it does

The trial tier is bespoke, scoped per engagement; it supported a federal trial start to finish. It red-teams your own opening from the prosecution's side, builds cross binders by script, and keeps a promises-to-evidence ledger so nothing promised to the jury goes unproven. Trial-grade support, scoped per case, never a packaged product.

trial tier · prosecution red-team
It red-teamed our own opening from the other side, and turned the gun around, catching a self-defeating causation argument before it ever reached the jury.
Alongside a testify decision memo that walks the defendant through the cross that decides whether he takes the stand, with a recommendation, a condition, and a fallback.
▶ See the trial tier in the full system
Synthetic reconstruction (United States v. D. Okafor). The pattern mirrors real trial work and was reviewed and cleared by Allison Margolin before publication.
the rest of the bench / purpose-built, not generic

Four problems shown. The bench is deeper.

Each of these is its own agent or pipeline, made because a real defense matter needed it. None is a general tool with a legal label on it.

agentintelligence

Adversary modeling

How this judge and this DDA have ruled on the motion you are about to file.

outputs a ruling-likelihood read and the counters to pre-empt
agentintelligence

DDA, judge & officer profiles

The tendencies, prior rulings, and credibility record of the people across the courtroom.

outputs a dossier per person, with a recusal check
agentverification

Citation verifier

Every cite pulled and checked against the public record before it goes anywhere near a filing.

outputs each authority confirmed, good law or flagged
pipelinediscovery

Discovery responses

Responses to interrogatories, admissions, and document demands, drafted against each request.

outputs objection-checked responses, request by request
pipelinehearings

Hearing prep

A one-page snapshot of every matter on the calendar the night before you appear.

outputs the whole matter on one page, reconciled to the docket
agentdiscovery

Redacted client copies

Protected discovery cleaned for the client without ever touching the working file.

outputs a clean client copy, the working file untouched
▶ See the whole bench in the full system

None of these is a generic tool you bend your firm around. Each one exists because a real defense workflow needed it, engineered to fit.

This is the product: not an app you log into, but a person who works as your firm's AI solutions analyst. I study how your firm already works and build the system around it. The fastest way to see that is to point it at one of your own files. The first one is free. Not criminal? See your practice's pipeline sketched from the same foundation →

▶ Send me one file Is this real? Check every claim
Synthetic cases, real patterns. Every capability traces to a working skill. No client data is ever shown.